Title :
Tracking Low-Precision Clocks With Time-Varying Drifts Using Kalman Filtering
Author :
Kim, Hayang ; Ma, Xiaoli ; Hamilton, Benjamin Russell
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
Abstract :
Clock synchronization is essential for a large number of applications ranging from performance measurements in wired networks to data fusion in sensor networks. Existing techniques are either limited to undesirable accuracy or rely on specific hardware characteristics that may not be available in certain applications. In this paper, we examine the clock synchronization problem in networks where nodes lack the high-accuracy oscillators or programmable network interfaces some previous protocols depend on. This paper derives a general model for clock offset and skew and demonstrates its application to real clock oscillators. We design an efficient algorithm based on this model to achieve high synchronization accuracy. This algorithm applies the Kalman filter to track the clock offset and skew. We demonstrate the performance advantages of our schemes through extensive simulations and real clock oscillator measurements.
Keywords :
Kalman filters; clocks; protocols; radiofrequency oscillators; synchronisation; wireless sensor networks; Kalman filtering; clock offset; clock oscillator measurements; clock synchronization problem; data fusion; hardware characteristics; high-accuracy oscillators; low-precision clock tracking; programmable network interfaces; protocols; sensor networks; time-varying drifts; Accuracy; Clocks; Delay; Kalman filters; Phase noise; Synchronization; Clock offset; Kalman filter; clock skew; clock synchronization; oscillator;
Journal_Title :
Networking, IEEE/ACM Transactions on
DOI :
10.1109/TNET.2011.2158656